{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pj-FlHKiqUO-",
        "outputId": "b1d5df5c-e9d2-47c9-e877-029ee771ee74"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: lightgbm in /usr/local/lib/python3.12/dist-packages (4.6.0)\n",
            "Requirement already satisfied: numpy>=1.17.0 in /usr/local/lib/python3.12/dist-packages (from lightgbm) (2.0.2)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.12/dist-packages (from lightgbm) (1.16.3)\n"
          ]
        }
      ],
      "source": [
        "!pip install lightgbm"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import lightgbm as lgb\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.model_selection import train_test_split, StratifiedKFold\n",
        "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report, roc_auc_score\n",
        "from sklearn.datasets import load_breast_cancer"
      ],
      "metadata": {
        "id": "3lsZ4Fk4qVSZ"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data=load_breast_cancer(as_frame=True)\n",
        "df=data.frame\n",
        "\n",
        "X=df.drop(columns=[\"target\"])\n",
        "y=df[\"target\"]\n",
        "\n",
        "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.2,stratify=y,random_state=42)"
      ],
      "metadata": {
        "id": "lgNy_xOOqauM"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(x=y_train)\n",
        "plt.title(\"Target Distribution\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "ctlXMPR_qeHe",
        "outputId": "917669e4-929d-4277-8def-b8cb1fee39a9"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "corr=df.corr()\n",
        "\n",
        "plt.figure(figsize=(10,6))\n",
        "sns.heatmap(corr,cmap=\"coolwarm\",center=0)\n",
        "plt.title(\"Correlation Matrix\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 695
        },
        "id": "2G8uZpKgqgHq",
        "outputId": "eceb4568-bafc-4a9d-fcb3-ee2c08a0c985"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_data=lgb.Dataset(X_train,label=y_train)\n",
        "valid_data=lgb.Dataset(X_test,label=y_test,reference=train_data)"
      ],
      "metadata": {
        "id": "xg-GlCd5qjmi"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "params={\n",
        "\"objective\":\"binary\",\n",
        "\"metric\":[\"auc\",\"binary_logloss\"],\n",
        "\"boosting_type\":\"gbdt\",\n",
        "\"learning_rate\":0.05,\n",
        "\"num_leaves\":31,\n",
        "\"max_depth\":-1,\n",
        "\"feature_fraction\":0.8,\n",
        "\"bagging_fraction\":0.8,\n",
        "\"bagging_freq\":5,\n",
        "\"lambda_l1\":0.1,\n",
        "\"lambda_l2\":0.2,\n",
        "\"min_data_in_leaf\":20,\n",
        "\"verbose\":-1\n",
        "}"
      ],
      "metadata": {
        "id": "vjb91VCcqpNS"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model=lgb.train(\n",
        "params,\n",
        "train_data,\n",
        "num_boost_round=1000,\n",
        "valid_sets=[train_data,valid_data],\n",
        "valid_names=[\"train\",\"valid\"],\n",
        "callbacks=[lgb.early_stopping(50)]\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DdWFR5NSqqyj",
        "outputId": "07bb1cdb-e4ec-4824-b6ef-a3ff59ae0e44"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training until validation scores don't improve for 50 rounds\n",
            "Early stopping, best iteration is:\n",
            "[22]\ttrain's auc: 0.996956\ttrain's binary_logloss: 0.238247\tvalid's auc: 0.993056\tvalid's binary_logloss: 0.257051\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred_prob=model.predict(X_test,num_iteration=model.best_iteration)\n",
        "y_pred=(y_pred_prob>0.5).astype(int)"
      ],
      "metadata": {
        "id": "1max3igwqscu"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "accuracy=accuracy_score(y_test,y_pred)\n",
        "precision=precision_score(y_test,y_pred)\n",
        "recall=recall_score(y_test,y_pred)\n",
        "f1=f1_score(y_test,y_pred)\n",
        "auc=roc_auc_score(y_test,y_pred_prob)\n",
        "\n",
        "print(\"Accuracy:\",accuracy)\n",
        "print(\"Precision:\",precision)\n",
        "print(\"Recall:\",recall)\n",
        "print(\"F1 Score:\",f1)\n",
        "print(\"AUC:\",auc)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SDqEDUr9qupm",
        "outputId": "2b654be7-f33e-4d30-9247-14eeb45f3221"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy: 0.9473684210526315\n",
            "Precision: 0.9583333333333334\n",
            "Recall: 0.9583333333333334\n",
            "F1 Score: 0.9583333333333334\n",
            "AUC: 0.9930555555555556\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(classification_report(y_test,y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YsMq-vMiqwZm",
        "outputId": "130170f1-c3a5-4078-8a79-16f98b734336"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.93      0.93      0.93        42\n",
            "           1       0.96      0.96      0.96        72\n",
            "\n",
            "    accuracy                           0.95       114\n",
            "   macro avg       0.94      0.94      0.94       114\n",
            "weighted avg       0.95      0.95      0.95       114\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "importance=pd.DataFrame({\n",
        "\"feature\":X.columns,\n",
        "\"importance\":model.feature_importance()\n",
        "}).sort_values(by=\"importance\",ascending=False)\n",
        "\n",
        "sns.barplot(x=\"importance\",y=\"feature\",data=importance.head(10))\n",
        "plt.title(\"Top Features\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "XC4I0AgCqybG",
        "outputId": "5cfa311a-7f36-451c-b1dd-96e673a69c62"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "kf=StratifiedKFold(n_splits=5,shuffle=True,random_state=42)\n",
        "scores=[]\n",
        "\n",
        "for train_idx,val_idx in kf.split(X,y):\n",
        "    X_tr,X_val=X.iloc[train_idx],X.iloc[val_idx]\n",
        "    y_tr,y_val=y.iloc[train_idx],y.iloc[val_idx]\n",
        "\n",
        "    train_set=lgb.Dataset(X_tr,label=y_tr)\n",
        "    val_set=lgb.Dataset(X_val,label=y_val)\n",
        "\n",
        "    model=lgb.train(\n",
        "        params,\n",
        "        train_set,\n",
        "        num_boost_round=500,\n",
        "        valid_sets=[val_set],\n",
        "        callbacks=[\n",
        "            lgb.early_stopping(30),\n",
        "            lgb.log_evaluation(0)\n",
        "        ]\n",
        "    )\n",
        "\n",
        "    preds=model.predict(X_val)\n",
        "    scores.append(roc_auc_score(y_val,preds))\n",
        "\n",
        "print(\"CV AUC:\",np.mean(scores))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B4moUduhq0Ti",
        "outputId": "1a5eec2c-f4d6-427b-fe65-80be9863fcf0"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training until validation scores don't improve for 30 rounds\n",
            "Early stopping, best iteration is:\n",
            "[65]\tvalid_0's auc: 0.998362\tvalid_0's binary_logloss: 0.101642\n",
            "Training until validation scores don't improve for 30 rounds\n",
            "Early stopping, best iteration is:\n",
            "[15]\tvalid_0's auc: 0.986079\tvalid_0's binary_logloss: 0.347201\n",
            "Training until validation scores don't improve for 30 rounds\n",
            "Early stopping, best iteration is:\n",
            "[65]\tvalid_0's auc: 0.990079\tvalid_0's binary_logloss: 0.121945\n",
            "Training until validation scores don't improve for 30 rounds\n",
            "Early stopping, best iteration is:\n",
            "[97]\tvalid_0's auc: 0.999669\tvalid_0's binary_logloss: 0.0823977\n",
            "Training until validation scores don't improve for 30 rounds\n",
            "Early stopping, best iteration is:\n",
            "[58]\tvalid_0's auc: 0.992958\tvalid_0's binary_logloss: 0.121945\n",
            "CV AUC: 0.9934295913291983\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "5CoBWFFBq3r_"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}